Yes you can remove them with the custom design upgrade by CSS editing. However, in some themes that results in removing other metadata as well.

CSS editing is theme dependent. In some themes, dates, categories and/or tags etec. cannot be hidden independently, as they are in the same selector as the other meta data elements such as author and perhaps even the “leave a comment” link, which means if you hide one, then you hide them all.